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How AI Solves Problems

The Four Problems AI Solves

7 min+60 XPStep 1/10

Almost everything is one of four moves

Strip away the jargon and nearly every AI application reduces to one of four moves:

  • Search & optimization — find the best option among astronomical possibilities: Google Maps picking your route, a chess engine choosing a move, an airline scheduling crews
  • Prediction — estimate a number or outcome: delivery ETAs, tomorrow's electricity demand, which customers will churn
  • Classification — assign a label: spam or not-spam, tumor or benign, fraud or legit
  • Generation — produce something new: a paragraph, an image, a melody

Same engine underneath — patterns learned from data. What differs is the question asked.

insight

When a new 'AI product' launches, ask which move it's making. The answer is almost always one of these four, wrapped in a nice interface.